git.stella-ops.org/docs/features/unchecked/policy/unknowns-decay-and-triage-queue.md

Unknowns Decay and Triage Queue

Module

Policy

Status

IMPLEMENTED

Description

Unknowns ranking and API endpoints exist. BlastRadius model present with database migration. The full time-based decay algorithm and containment signals ranking were identified as gaps in the archive manifest.

What's Implemented

• DecayedConfidenceCalculator: src/Policy/__Libraries/StellaOps.Policy.Determinization/Scoring/DecayedConfidenceCalculator.cs
  • Exponential decay formula: max(floor, baseConfidence * exp(-ln(2) * ageDays / halfLifeDays))
  • Configurable half-life (default 14 days) and floor
  • OpenTelemetry histogram: stellaops_determinization_decay_multiplier
• ObservationDecay: src/Policy/__Libraries/StellaOps.Policy.Determinization/Models/ObservationDecay.cs
  • Per-observation decay state: BaseConfidence, ObservedAt, HalfLifeDays=14, Floor=0.35, StalenessThreshold=0.50
  • CalculateDecay(now): computes current decayed confidence
  • CheckIsStale(now): returns true when decayed confidence falls below staleness threshold
  • Factory methods: Create(), Fresh(), WithSettings()
• UnknownRanker (from unchecked features): two-factor scoring Uncertainty*50 + ExploitPressure*50
  • Containment reduction capped at 40%
  • Band assignment: Hot>=75, Warm>=50, Cold>=25, Ice<25
• UncertaintyScoreCalculator: src/Policy/__Libraries/StellaOps.Policy.Determinization/Scoring/UncertaintyScoreCalculator.cs
  • Entropy-based uncertainty from 6 signal dimensions
  • Signal gap tracking (which signals are missing)
• Risk budget API endpoints (from unchecked features): budget tracking, ledger, Green/Yellow/Red/Exhausted thresholds
• Unknown budget policy enforcement (from unchecked features): UncertaintyTierGate (gate 4 in pipeline)

What's Missing

• Time-based decay triage queue: No service that automatically re-queues unknowns for triage when their confidence decays below the staleness threshold
• Triage queue UI: No frontend triage interface showing unknowns sorted by decay urgency
• Automated re-analysis triggering: ObservationDecay tracks staleness but no event-driven mechanism triggers re-analysis when an unknown becomes stale
• Containment signal integration: The advisory describes containment signals (WAF rules, network segmentation, runtime controls) reducing unknown scores -- this is partially in UnknownRanker but not connected to real containment data sources
• Decay notification: No notification system alerting when high-priority unknowns decay below acceptable confidence
• Historical decay tracking: DecayedConfidenceCalculator computes point-in-time decay but no ledger tracks confidence decay history over time

Implementation Plan

• Create UnknownTriageQueueService that periodically evaluates ObservationDecay.CheckIsStale() and queues stale unknowns for re-analysis
• Add event-driven triggers (e.g., background job or message queue) when confidence drops below threshold
• Build triage queue frontend component showing unknowns sorted by urgency (band + decay rate)
• Integrate containment signal sources (WAF, network, runtime) as inputs to UnknownRanker
• Add decay history ledger for audit trail

Related Documentation

• Decay calculator: src/Policy/__Libraries/StellaOps.Policy.Determinization/Scoring/DecayedConfidenceCalculator.cs
• Observation decay model: src/Policy/__Libraries/StellaOps.Policy.Determinization/Models/ObservationDecay.cs
• Unknowns ranking (unchecked): docs/features/unchecked/policy/unknowns-ranking-algorithm.md